How do consumer sentiment scores for Tesla compare to traditional luxury automakers like BMW and Mercedes in recent brand perception surveys online?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do consumer sentiment scores for Tesla compare to traditional luxury automakers like BMW and Mercedes in recent brand perception surveys online?
3 real searches · 1 real-search pass
2026 Tesla BMW Mercedes brand perception consumer survey favorability reputation rankingsGoogle ↗
OBSERVEDOther / navigational
Tesla BMW Mercedes-Benz brand favorability consumer sentiment survey 2025 2026 YouGov USGoogle ↗
OBSERVEDReason
Tesla brand reputation sentiment survey compared BMW Mercedes 2025 Morning Consult Axios Harris PollGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 Tesla BMW Mercedes brand perception consumer survey favorability reputation rankings Google ↗
Tesla BMW Mercedes-Benz brand favorability consumer sentiment survey 2025 2026 YouGov US Google ↗
Tesla brand reputation sentiment survey compared BMW Mercedes 2025 Morning Consult Axios Harris Poll Google ↗
- U.S. automotive rankings 2026 · d3nkl3psvxxpe9.cloudfront.net
- Tesla gains ground with U.S. consumers as consideration and perceptions improve · yougov.com
- Tesla's tumbling brand reputation · axios.com
- Elon Musk's Tesla, SpaceX see reputations crater in new Axios Harris Poll · axios.com
- Press Release Automobile Study 2026 · theacsi.com
- American Customer Satisfaction Index Survey Results: Toyota Is No. 1 · sfgate.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Tesla BMW Mercedes brand perception consumer survey favorability reputation rankings OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Tesla BMW Mercedes-Benz brand favorability consumer sentiment survey 2025 2026 YouGov US OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Tesla brand reputation sentiment survey compared BMW Mercedes 2025 Morning Consult Axios Harris Poll OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |